{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Matplotlib图鉴——基础折线图\n",
    "\n",
    "## 公众号：可视化图鉴"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3.3.3\n",
      "1.2.0\n",
      "1.19.4\n"
     ]
    }
   ],
   "source": [
    "import matplotlib\n",
    "print(matplotlib.__version__) #查看Matplotlib版本\n",
    "import pandas as pd\n",
    "print(pd.__version__) #查看pandas版本\n",
    "import numpy as np\n",
    "print(np.__version__) #查看numpy版本\n",
    "import matplotlib.pyplot as plt \n",
    "plt.rcParams['font.sans-serif'] = ['STHeiti'] #设置中文"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "注意，代码在以下环境全部通过测试:\n",
    "- Python 3.7.1\n",
    "- Matplotlib == 3.3.3\n",
    "- pandas == 1.2.0\n",
    "- numpy == 1.19.4\n",
    "\n",
    "因版本不同，可能会有部分语法差异，如有报错，请先检查拼写及版本是否一致！"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 基础折线图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(9,8))\n",
    "x_data = ['2013','2014','2015','2016','2017','2018','2019','2020']  \n",
    "y_data = [63000,71000,84000,90500,107000,120000,134000,145000]  \n",
    "plt.plot(x_data, y_data, \"r\", marker='*', ms=10, label=\"a\")\n",
    "plt.xlabel(\"我是x轴\", fontsize = 20)\n",
    "plt.ylabel(\"我是y轴\", fontsize = 20)\n",
    "plt.title('我是标题', fontsize = 20)\n",
    "plt.tick_params(labelsize=13)\n",
    "plt.savefig(\"B_01.png\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "上图为最基本的Matplotlib折线图绘制，有关plt.plot其他参数说明如下:\n",
    ">matplotlib.pyplot.plot(*args, scalex=True, scaley=True, data=None, **kwargs)\n",
    "\n",
    "折线图可以调整多个参数。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 基础折线图 - 修改颜色、线段、点"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(9,8))\n",
    "x_data = ['2013','2014','2015','2016','2017','2018','2019','2020']  \n",
    "y_data = [63000,71000,84000,90500,107000,120000,134000,145000]  \n",
    "\n",
    "\n",
    "ax1 = plt.plot(x_data, y_data, color='green', marker='o', linestyle='dashed',\n",
    "   linewidth=2, markersize=12)\n",
    "\n",
    "plt.tick_params(labelsize=13)\n",
    "plt.xlabel(\"我是x轴\", fontsize = 20)\n",
    "plt.ylabel(\"我是y轴\", fontsize = 20)\n",
    "plt.title('我是标题', fontsize = 20)\n",
    "plt.savefig(\"B_02.png\")\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 基础折线图 - 换风格"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "\n",
    "# Fixing random state for reproducibility\n",
    "np.random.seed(19680801)\n",
    "plt.figure(figsize=(9,8))\n",
    "x_data = ['2013','2014','2015','2016','2017','2018','2019','2020']  \n",
    "y_data = [63000,71000,84000,90500,107000,120000,134000,145000] \n",
    "with plt.style.context('Solarize_Light2'):\n",
    "    plt.plot(x_data, y_data, color='grey', marker='o', linestyle='dashed',\n",
    "   linewidth=2, markersize=12)\n",
    "    plt.title('我是标题', fontsize = 20)\n",
    "    plt.xlabel('我是x轴', fontsize=20)\n",
    "    plt.ylabel('我是y轴', fontsize=20)\n",
    "    plt.tick_params(labelsize=13)\n",
    "    \n",
    "plt.savefig(\"B_03.png\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
